# LFM2.5-8B-A1B vs LFM2.5-VL-3B

> Side-by-side benchmark comparison for LFM2.5-8B-A1B and LFM2.5-VL-3B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/lfm2-5-8b-a1b-vs-lfm2-5-vl-3b
- Last updated: September 10, 2026

- Shared sourced benchmarks: 3
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Evidence is too thin for a benchmark verdict: LFM2.5-8B-A1B and LFM2.5-VL-3B share only 3 sourced benchmark rows.

## Summary

- Only 3 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- LFM2.5-8B-A1B has the larger published context window at 128K.

## Model Snapshot

| Property | LFM2.5-8B-A1B | LFM2.5-VL-3B |
|----------|----------|----------|
| Creator | LiquidAI | LiquidAI |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 128K | 32K |
| Independent public score (not head-to-head) | 38.98 | null |
| Benchmarks Covered | 7 | 10 |
| Pricing (input/output) | $0.00 / $0.00 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- LFM2.5-8B-A1B public-lane score: 43.3 (Estimated · #96/152)
- LFM2.5-VL-3B public-lane score: Coming soon

| Benchmark | LFM2.5-8B-A1B | LFM2.5-VL-3B | Winner |
|-----------|-----------|-----------|--------|
| BFCL v4 | 49.7% | 32.5% | LFM2.5-8B-A1B |
| τ²-bench results | 88.1% | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- LFM2.5-8B-A1B public-lane score: Coming soon
- LFM2.5-VL-3B public-lane score: Coming soon

| Benchmark | LFM2.5-8B-A1B | LFM2.5-VL-3B | Winner |
|-----------|-----------|-----------|--------|
| RealWorldQA | Coming soon | 73.1% | Coming soon |
| SimpleVQA | Coming soon | 35.4% | Coming soon |
| CountBench | Coming soon | 87.3% | Coming soon |
| MMMU | Coming soon | 48.4% | Coming soon |
| MMMU-Pro | Coming soon | 30.5% | Coming soon |
| OCRBench V2 | Coming soon | 47.5% | Coming soon |
| RefCOCO (avg) | Coming soon | 87.9% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- LFM2.5-8B-A1B public-lane score: 21 (Unranked · 2 rankable rows)
- LFM2.5-VL-3B public-lane score: Coming soon

### Knowledge

- Winner: Insufficient shared evidence
- LFM2.5-8B-A1B public-lane score: 34.4 (Supported · #163/183)
- LFM2.5-VL-3B public-lane score: Coming soon

### Instruction Following

- Winner: Insufficient shared evidence
- LFM2.5-8B-A1B public-lane score: 44.7 (#94/123)
- LFM2.5-VL-3B public-lane score: Coming soon

| Benchmark | LFM2.5-8B-A1B | LFM2.5-VL-3B | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 91.8% | 82.3% | LFM2.5-8B-A1B |
| IFBench | 56.5% | 25.8% | LFM2.5-8B-A1B |

### Mathematics

- Winner: Insufficient shared evidence
- LFM2.5-8B-A1B public-lane score: 27.7 (Unranked · 3 rankable rows)
- LFM2.5-VL-3B public-lane score: Coming soon

| Benchmark | LFM2.5-8B-A1B | LFM2.5-VL-3B | Winner |
|-----------|-----------|-----------|--------|
| MATH-500 | 88.8% | Coming soon | Coming soon |
| AIME 2025 | 42.5% | Coming soon | Coming soon |
| AIME26 | 50.0% | Coming soon | Coming soon |

## FAQ

### Is there enough evidence to pick between LFM2.5-8B-A1B and LFM2.5-VL-3B?

Not yet. The models share only 3 sourced benchmark rows, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

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- [LFM2.5-VL-3B vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-lfm2-5-vl-3b)
- [LFM2.5-8B-A1B vs GPT-6 Astra](/compare/gpt-6-astra-vs-lfm2-5-8b-a1b)
- [LFM2.5-VL-3B vs GPT-6 Astra](/compare/gpt-6-astra-vs-lfm2-5-vl-3b)

## Explore More

- [LFM2.5-8B-A1B profile](/models/lfm2-5-8b-a1b)
- [LFM2.5-VL-3B profile](/models/lfm2-5-vl-3b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)